Triple
T6523608
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Trans–New Guinea languages |
E151246
|
entity |
| Predicate | hasSubgroup |
P747
|
FINISHED |
| Object |
Madang languages
The Madang languages are a diverse group of Papuan languages spoken primarily in Madang Province of Papua New Guinea, noted for their complex phonologies and significant internal diversity.
|
E606526
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Madang languages | Statement: [Trans–New Guinea languages, hasSubgroup, Madang languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Madang languages Context triple: [Trans–New Guinea languages, hasSubgroup, Madang languages]
-
A.
Maban languages
Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
-
B.
Kunama languages
The Kunama languages are a small group of closely related languages spoken primarily by the Kunama people of western Eritrea and adjacent regions of Ethiopia.
-
C.
Tagbanwa languages
Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
-
D.
Mahakam languages
The Mahakam languages are a group of closely related Austronesian languages spoken along the Mahakam River region of Borneo, forming a distinct branch within the broader Barito language family.
-
E.
Misumalpan languages
The Misumalpan languages are a small family of indigenous languages spoken primarily along the Atlantic coast of Nicaragua and neighboring regions of Central America.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Madang languages Triple: [Trans–New Guinea languages, hasSubgroup, Madang languages]
Generated description
The Madang languages are a diverse group of Papuan languages spoken primarily in Madang Province of Papua New Guinea, noted for their complex phonologies and significant internal diversity.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Madang languages Target entity description: The Madang languages are a diverse group of Papuan languages spoken primarily in Madang Province of Papua New Guinea, noted for their complex phonologies and significant internal diversity.
-
A.
Maban languages
Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
-
B.
Kunama languages
The Kunama languages are a small group of closely related languages spoken primarily by the Kunama people of western Eritrea and adjacent regions of Ethiopia.
-
C.
Tagbanwa languages
Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
-
D.
Mahakam languages
The Mahakam languages are a group of closely related Austronesian languages spoken along the Mahakam River region of Borneo, forming a distinct branch within the broader Barito language family.
-
E.
Misumalpan languages
The Misumalpan languages are a small family of indigenous languages spoken primarily along the Atlantic coast of Nicaragua and neighboring regions of Central America.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69c687f522748190b3058405553cdabd |
completed | March 27, 2026, 1:36 p.m. |
| NER | Named-entity recognition | batch_69c6ad970afc81909d3231203eacf413 |
completed | March 27, 2026, 4:17 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c6e416e884819099c788cc3a814414 |
completed | March 27, 2026, 8:09 p.m. |
| NEDg | Description generation | batch_69c6e55028ac8190b2bde6637981195c |
completed | March 27, 2026, 8:15 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c6e5eacefc819092d0e9f79d90c4a6 |
completed | March 27, 2026, 8:17 p.m. |
Created at: March 27, 2026, 1:45 p.m.